Pandas Profiling Report

Dataset statistics

Number of variables	30
Number of observations	160359
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	36.7 MiB
Average record size in memory	240.0 B

Variable types

Numeric	27
Categorical	3

Alerts

`Unnamed: 0.1` is highly correlated with `unit_ID`	High correlation
`unit_ID` is highly correlated with `Unnamed: 0.1`	High correlation
`cycles` is highly correlated with `RUL`	High correlation
`setting_1` is highly correlated with `setting_2` and 19 other fields	High correlation
`setting_2` is highly correlated with `setting_1` and 19 other fields	High correlation
`setting_3` is highly correlated with `T24` and 12 other fields	High correlation
`T2` is highly correlated with `setting_1` and 19 other fields	High correlation
`T24` is highly correlated with `setting_1` and 21 other fields	High correlation
`T30` is highly correlated with `setting_1` and 21 other fields	High correlation
`T50` is highly correlated with `setting_1` and 21 other fields	High correlation
`P2` is highly correlated with `setting_1` and 19 other fields	High correlation
`P15` is highly correlated with `setting_1` and 19 other fields	High correlation
`P30` is highly correlated with `setting_1` and 19 other fields	High correlation
`Nf` is highly correlated with `setting_1` and 21 other fields	High correlation
`Nc` is highly correlated with `setting_1` and 21 other fields	High correlation
`epr` is highly correlated with `setting_1` and 21 other fields	High correlation
`Ps30` is highly correlated with `setting_1` and 21 other fields	High correlation
`phi` is highly correlated with `setting_1` and 19 other fields	High correlation
`NRf` is highly correlated with `setting_3` and 1 other fields	High correlation
`NRc` is highly correlated with `setting_1` and 21 other fields	High correlation
`BPR` is highly correlated with `setting_1` and 21 other fields	High correlation
`farB` is highly correlated with `setting_1` and 19 other fields	High correlation
`htBleed` is highly correlated with `setting_1` and 21 other fields	High correlation
`Nf_dmd` is highly correlated with `setting_1` and 21 other fields	High correlation
`PCNfR_dmd` is highly correlated with `setting_3` and 12 other fields	High correlation
`W31` is highly correlated with `setting_1` and 19 other fields	High correlation
`W32` is highly correlated with `setting_1` and 19 other fields	High correlation
`RUL` is highly correlated with `cycles`	High correlation
`Unnamed: 0.1` is highly correlated with `unit_ID`	High correlation
`unit_ID` is highly correlated with `Unnamed: 0.1`	High correlation
`cycles` is highly correlated with `RUL`	High correlation
`setting_1` is highly correlated with `setting_2` and 18 other fields	High correlation
`setting_2` is highly correlated with `setting_1` and 19 other fields	High correlation
`setting_3` is highly correlated with `T30` and 11 other fields	High correlation
`T2` is highly correlated with `setting_1` and 19 other fields	High correlation
`T24` is highly correlated with `setting_1` and 19 other fields	High correlation
`T30` is highly correlated with `setting_1` and 22 other fields	High correlation
`T50` is highly correlated with `setting_1` and 22 other fields	High correlation
`P2` is highly correlated with `setting_1` and 19 other fields	High correlation
`P15` is highly correlated with `setting_1` and 19 other fields	High correlation
`P30` is highly correlated with `setting_1` and 19 other fields	High correlation
`Nf` is highly correlated with `setting_1` and 22 other fields	High correlation
`Nc` is highly correlated with `setting_1` and 22 other fields	High correlation
`epr` is highly correlated with `setting_1` and 22 other fields	High correlation
`Ps30` is highly correlated with `setting_1` and 22 other fields	High correlation
`phi` is highly correlated with `setting_1` and 19 other fields	High correlation
`NRf` is highly correlated with `setting_3` and 11 other fields	High correlation
`NRc` is highly correlated with `setting_2` and 21 other fields	High correlation
`BPR` is highly correlated with `setting_1` and 22 other fields	High correlation
`farB` is highly correlated with `setting_1` and 19 other fields	High correlation
`htBleed` is highly correlated with `setting_1` and 22 other fields	High correlation
`Nf_dmd` is highly correlated with `setting_1` and 22 other fields	High correlation
`PCNfR_dmd` is highly correlated with `setting_3` and 11 other fields	High correlation
`W31` is highly correlated with `setting_1` and 19 other fields	High correlation
`W32` is highly correlated with `setting_1` and 19 other fields	High correlation
`RUL` is highly correlated with `cycles`	High correlation
`Unnamed: 0.1` is highly correlated with `unit_ID`	High correlation
`unit_ID` is highly correlated with `Unnamed: 0.1`	High correlation
`setting_1` is highly correlated with `setting_2` and 18 other fields	High correlation
`setting_2` is highly correlated with `setting_1` and 18 other fields	High correlation
`setting_3` is highly correlated with `PCNfR_dmd`	High correlation
`T2` is highly correlated with `setting_1` and 18 other fields	High correlation
`T24` is highly correlated with `setting_1` and 19 other fields	High correlation
`T30` is highly correlated with `setting_1` and 19 other fields	High correlation
`T50` is highly correlated with `setting_1` and 19 other fields	High correlation
`P2` is highly correlated with `setting_1` and 18 other fields	High correlation
`P15` is highly correlated with `setting_1` and 18 other fields	High correlation
`P30` is highly correlated with `setting_1` and 19 other fields	High correlation
`Nf` is highly correlated with `setting_1` and 19 other fields	High correlation
`Nc` is highly correlated with `setting_1` and 19 other fields	High correlation
`epr` is highly correlated with `setting_1` and 19 other fields	High correlation
`Ps30` is highly correlated with `setting_1` and 19 other fields	High correlation
`phi` is highly correlated with `setting_1` and 19 other fields	High correlation
`NRc` is highly correlated with `T24` and 12 other fields	High correlation
`BPR` is highly correlated with `setting_1` and 19 other fields	High correlation
`farB` is highly correlated with `setting_1` and 19 other fields	High correlation
`htBleed` is highly correlated with `setting_1` and 19 other fields	High correlation
`Nf_dmd` is highly correlated with `setting_1` and 19 other fields	High correlation
`PCNfR_dmd` is highly correlated with `setting_3`	High correlation
`W31` is highly correlated with `setting_1` and 18 other fields	High correlation
`W32` is highly correlated with `setting_1` and 18 other fields	High correlation
`PCNfR_dmd` is highly correlated with `setting_3`	High correlation
`setting_3` is highly correlated with `PCNfR_dmd`	High correlation
`Unnamed: 0` is highly correlated with `Unnamed: 0.1` and 19 other fields	High correlation
`Unnamed: 0.1` is highly correlated with `Unnamed: 0` and 1 other fields	High correlation
`unit_ID` is highly correlated with `Unnamed: 0` and 1 other fields	High correlation
`cycles` is highly correlated with `failure` and 1 other fields	High correlation
`setting_1` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`setting_2` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`setting_3` is highly correlated with `setting_1` and 21 other fields	High correlation
`T2` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`T24` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`T30` is highly correlated with `setting_1` and 22 other fields	High correlation
`T50` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`P2` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`P15` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`P30` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`Nf` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`Nc` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`epr` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`Ps30` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`phi` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`NRf` is highly correlated with `setting_1` and 21 other fields	High correlation
`NRc` is highly correlated with `setting_1` and 22 other fields	High correlation
`BPR` is highly correlated with `setting_1` and 22 other fields	High correlation
`farB` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`htBleed` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`Nf_dmd` is highly correlated with `Unnamed: 0` and 20 other fields	High correlation
`PCNfR_dmd` is highly correlated with `setting_1` and 21 other fields	High correlation
`W31` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`W32` is highly correlated with `Unnamed: 0` and 23 other fields	High correlation
`failure` is highly correlated with `cycles` and 1 other fields	High correlation
`RUL` is highly correlated with `cycles` and 1 other fields	High correlation
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`setting_2` has 13484 (8.4%) zeros	Zeros

Reproduction

Analysis started	2022-04-13 14:45:24.012938
Analysis finished	2022-04-13 14:48:15.448106
Duration	2 minutes and 51.44 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	160359
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80179

Minimum	0
Maximum	160358
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	8017.9
Q1	40089.5
median	80179
Q3	120268.5
95-th percentile	152340.1
Maximum	160358
Range	160358
Interquartile range (IQR)	80179

Descriptive statistics

Standard deviation	46291.80025
Coefficient of variation (CV)	0.5773556698
Kurtosis	-1.2
Mean	80179
Median Absolute Deviation (MAD)	40090
Skewness	0
Sum	1.285742426 × 10¹⁰
Variance	2142930770
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
106909	1	< 0.1%
106902	1	< 0.1%
106903	1	< 0.1%
106904	1	< 0.1%
106905	1	< 0.1%
106906	1	< 0.1%
106907	1	< 0.1%
106908	1	< 0.1%
106910	1	< 0.1%
Other values (160349)	160349	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
160358	1	< 0.1%
160357	1	< 0.1%
160356	1	< 0.1%
160355	1	< 0.1%
160354	1	< 0.1%
160353	1	< 0.1%
160352	1	< 0.1%
160351	1	< 0.1%
160350	1	< 0.1%
160349	1	< 0.1%

Unnamed: 0.1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	61249
Distinct (%)	38.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23940.1165

Minimum	0
Maximum	61248
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	2004
Q1	10022
median	20044
Q3	37458.5
95-th percentile	53494.1
Maximum	61248
Range	61248
Interquartile range (IQR)	27436.5

Descriptive statistics

Standard deviation	16645.56457
Coefficient of variation (CV)	0.6953000654
Kurtosis	-0.9316470364
Mean	23940.1165
Median Absolute Deviation (MAD)	12486
Skewness	0.4780105119
Sum	3839013142
Variance	277074819.9
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4	< 0.1%
13781	4	< 0.1%
13759	4	< 0.1%
13758	4	< 0.1%
13757	4	< 0.1%
13756	4	< 0.1%
13755	4	< 0.1%
13754	4	< 0.1%
13753	4	< 0.1%
13752	4	< 0.1%
Other values (61239)	160319	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4	< 0.1%
1	4	< 0.1%
2	4	< 0.1%
3	4	< 0.1%
4	4	< 0.1%
5	4	< 0.1%
6	4	< 0.1%
7	4	< 0.1%
8	4	< 0.1%
9	4	< 0.1%

Value	Count	Frequency (%)
61248	1	< 0.1%
61247	1	< 0.1%
61246	1	< 0.1%
61245	1	< 0.1%
61244	1	< 0.1%
61243	1	< 0.1%
61242	1	< 0.1%
61241	1	< 0.1%
61240	1	< 0.1%
61239	1	< 0.1%

unit_ID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	260
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	105.5537575

Minimum	1
Maximum	260
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1
5-th percentile	9
Q1	44
median	89
Q3	164
95-th percentile	237
Maximum	260
Range	259
Interquartile range (IQR)	120

Descriptive statistics

Standard deviation	72.86732493
Coefficient of variation (CV)	0.6903337849
Kurtosis	-0.988565947
Mean	105.5537575
Median Absolute Deviation (MAD)	56
Skewness	0.4458773893
Sum	16926495
Variance	5309.647042
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
96	1305	0.8%
88	1288	0.8%
10	1241	0.8%
55	1221	0.8%
94	1205	0.8%
18	1194	0.7%
9	1140	0.7%
34	1135	0.7%
71	1123	0.7%
2	1108	0.7%
Other values (250)	148399	92.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	921	0.6%
2	1108	0.7%
3	914	0.6%
4	970	0.6%
5	829	0.5%
6	972	0.6%
7	1078	0.7%
8	798	0.5%
9	1140	0.7%
10	1241	0.8%

Value	Count	Frequency (%)
260	316	0.2%
259	205	0.1%
258	143	0.1%
257	309	0.2%
256	163	0.1%
255	340	0.2%
254	260	0.2%
253	149	0.1%
252	135	0.1%
251	266	0.2%

cycles
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	543
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	123.3313378

Minimum	1
Maximum	543
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1
5-th percentile	12
Q1	57
median	114
Q3	173
95-th percentile	276
Maximum	543
Range	542
Interquartile range (IQR)	116

Descriptive statistics

Standard deviation	83.53814553
Coefficient of variation (CV)	0.6773472745
Kurtosis	0.8325328473
Mean	123.3313378
Median Absolute Deviation (MAD)	58
Skewness	0.8471574213
Sum	19777290
Variance	6978.621759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	709	0.4%
66	709	0.4%
96	709	0.4%
95	709	0.4%
94	709	0.4%
93	709	0.4%
92	709	0.4%
91	709	0.4%
90	709	0.4%
89	709	0.4%
Other values (533)	153269	95.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	709	0.4%
2	709	0.4%
3	709	0.4%
4	709	0.4%
5	709	0.4%
6	709	0.4%
7	709	0.4%
8	709	0.4%
9	709	0.4%
10	709	0.4%

Value	Count	Frequency (%)
543	1	< 0.1%
542	1	< 0.1%
541	1	< 0.1%
540	1	< 0.1%
539	1	< 0.1%
538	1	< 0.1%
537	1	< 0.1%
536	1	< 0.1%
535	1	< 0.1%
534	1	< 0.1%

setting_1
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	670
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	17.21197311

Minimum	-0.0087
Maximum	42.008
Zeros	1133
Zeros (%)	0.7%
Negative	22272
Negative (%)	13.9%
Memory size	1.2 MiB

Quantile statistics

Minimum	-0.0087
5-th percentile	-0.002
Q1	0.0013
median	19.9981
Q3	35.0015
95-th percentile	42.0052
Maximum	42.008
Range	42.0167
Interquartile range (IQR)	35.0002

Descriptive statistics

Standard deviation	16.52798837
Coefficient of variation (CV)	0.9602611081
Kurtosis	-1.476667288
Mean	17.21197311
Median Absolute Deviation (MAD)	19.9959
Skewness	0.3026356858
Sum	2760094.796
Variance	273.1743996
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0004	1465	0.9%
0.0002	1441	0.9%
0.0001	1414	0.9%
0.0005	1410	0.9%
0.0006	1409	0.9%
0.0007	1383	0.9%
0.0003	1373	0.9%
0.0009	1339	0.8%
0.0008	1312	0.8%
0.001	1290	0.8%
Other values (660)	146523	91.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0087	1	< 0.1%
-0.0086	2	< 0.1%
-0.0085	1	< 0.1%
-0.0084	1	< 0.1%
-0.0082	2	< 0.1%
-0.0081	2	< 0.1%
-0.0079	1	< 0.1%
-0.0078	3	< 0.1%
-0.0075	3	< 0.1%
-0.0074	4	< 0.1%

Value	Count	Frequency (%)
42.008	139	0.1%
42.0079	306	0.2%
42.0078	295	0.2%
42.0077	299	0.2%
42.0076	287	0.2%
42.0075	284	0.2%
42.0074	281	0.2%
42.0073	258	0.2%
42.0072	269	0.2%
42.0071	302	0.2%

setting_2
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	111
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4100036605

Minimum	-0.0006
Maximum	0.842
Zeros	13484
Zeros (%)	8.4%
Negative	20249
Negative (%)	12.6%
Memory size	1.2 MiB

Quantile statistics

Minimum	-0.0006
5-th percentile	-0.0003
Q1	0.0002
median	0.62
Q3	0.84
95-th percentile	0.8413
Maximum	0.842
Range	0.8426
Interquartile range (IQR)	0.8398

Descriptive statistics

Standard deviation	0.367938243
Coefficient of variation (CV)	0.8974023366
Kurtosis	-1.803435447
Mean	0.4100036605
Median Absolute Deviation (MAD)	0.222
Skewness	-0.01587502946
Sum	65747.777
Variance	0.1353785506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.84	23617	14.7%
0	13484	8.4%
0.25	8824	5.5%
0.62	8811	5.5%
0.7	8731	5.4%
0.0003	4963	3.1%
0.0001	4956	3.1%
0.0002	4947	3.1%
0.0004	4891	3.1%
-0.0003	4610	2.9%
Other values (101)	72525	45.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0006	62	< 0.1%
-0.0005	2105	1.3%
-0.0004	4465	2.8%
-0.0003	4610	2.9%
-0.0002	4580	2.9%
-0.0001	4427	2.8%
0	13484	8.4%
0.0001	4956	3.1%
0.0002	4947	3.1%
0.0003	4963	3.1%

Value	Count	Frequency (%)
0.842	589	0.4%
0.8419	1086	0.7%
0.8418	1146	0.7%
0.8417	1079	0.7%
0.8416	1175	0.7%
0.8415	1148	0.7%
0.8414	1175	0.7%
0.8413	1200	0.7%
0.8412	1104	0.7%
0.8411	1124	0.7%

setting_3
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

100.0	143218
60.0	17141

Length

Max length	5
Median length	5
Mean length	4.893108588
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	100.0
4th row	100.0
5th row	60.0

Common Values

Value	Count	Frequency (%)
100.0	143218	89.3%
60.0	17141	10.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
100.0	143218	89.3%
60.0	17141	10.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

T2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	485.84089

Minimum	445
Maximum	518.67
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	445
5-th percentile	445
Q1	449.44
median	489.05
Q3	518.67
95-th percentile	518.67
Maximum	518.67
Range	73.67
Interquartile range (IQR)	69.23

Descriptive statistics

Standard deviation	30.42038815
Coefficient of variation (CV)	0.06261389021
Kurtosis	-1.628882978
Mean	485.84089
Median Absolute Deviation (MAD)	29.62
Skewness	-0.1755897193
Sum	77908959.28
Variance	925.4000151
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
518.67	62633	39.1%
445	28853	18.0%
489.05	17320	10.8%
491.19	17213	10.7%
449.44	17199	10.7%
462.54	17141	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
445	28853	18.0%
449.44	17199	10.7%
462.54	17141	10.7%
489.05	17320	10.8%
491.19	17213	10.7%
518.67	62633	39.1%

Value	Count	Frequency (%)
518.67	62633	39.1%
491.19	17213	10.7%
489.05	17320	10.8%
462.54	17141	10.7%
449.44	17199	10.7%
445	28853	18.0%

T24
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1799
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	597.3610218

Minimum	535.48
Maximum	645.11
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	535.48
5-th percentile	536.76
Q1	549.96
median	605.93
Q3	642.34
95-th percentile	643.18
Maximum	645.11
Range	109.63
Interquartile range (IQR)	92.38

Descriptive statistics

Standard deviation	42.47851647
Coefficient of variation (CV)	0.07111029163
Kurtosis	-1.668798013
Mean	597.3610218
Median Absolute Deviation (MAD)	36.94
Skewness	-0.1943949434
Sum	95792216.09
Variance	1804.424361
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
642.53	508	0.3%
642.39	507	0.3%
642.5	505	0.3%
642.37	504	0.3%
642.49	493	0.3%
642.44	493	0.3%
642.45	493	0.3%
642.3	491	0.3%
642.56	490	0.3%
642.27	487	0.3%
Other values (1789)	155388	96.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
535.48	2	< 0.1%
535.51	1	< 0.1%
535.53	1	< 0.1%
535.56	1	< 0.1%
535.58	1	< 0.1%
535.59	1	< 0.1%
535.61	2	< 0.1%
535.62	1	< 0.1%
535.63	2	< 0.1%
535.64	1	< 0.1%

Value	Count	Frequency (%)
645.11	1	< 0.1%
644.71	1	< 0.1%
644.53	2	< 0.1%
644.52	1	< 0.1%
644.5	1	< 0.1%
644.47	2	< 0.1%
644.45	3	< 0.1%
644.44	1	< 0.1%
644.42	1	< 0.1%
644.41	3	< 0.1%

T30
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	15377
Distinct (%)	9.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1467.035653

Minimum	1242.67
Maximum	1616.91
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1242.67
5-th percentile	1261.009
Q1	1357.36
median	1492.81
Q3	1586.59
95-th percentile	1596.99
Maximum	1616.91
Range	374.24
Interquartile range (IQR)	229.23

Descriptive statistics

Standard deviation	118.1752606
Coefficient of variation (CV)	0.08055377545
Kurtosis	-1.348230086
Mean	1467.035653
Median Absolute Deviation (MAD)	100.22
Skewness	-0.3533425157
Sum	235252370.2
Variance	13965.39221
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1589.06	61	< 0.1%
1590.1	57	< 0.1%
1585.93	55	< 0.1%
1589.55	54	< 0.1%
1587.86	53	< 0.1%
1586.49	53	< 0.1%
1588.28	52	< 0.1%
1589.57	52	< 0.1%
1587.15	51	< 0.1%
1586.23	51	< 0.1%
Other values (15367)	159820	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1242.67	1	< 0.1%
1242.98	1	< 0.1%
1243.28	1	< 0.1%
1243.51	1	< 0.1%
1243.62	1	< 0.1%
1243.66	1	< 0.1%
1243.73	1	< 0.1%
1244	1	< 0.1%
1244.3	1	< 0.1%
1244.48	1	< 0.1%

Value	Count	Frequency (%)
1616.91	1	< 0.1%
1615.39	2	< 0.1%
1615.01	1	< 0.1%
1614.93	1	< 0.1%
1614.72	1	< 0.1%
1613.83	1	< 0.1%
1613.62	1	< 0.1%
1613.29	1	< 0.1%
1613	2	< 0.1%
1612.88	2	< 0.1%

T50
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	20582
Distinct (%)	12.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1260.956434

Minimum	1023.77
Maximum	1441.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1023.77
5-th percentile	1047.35
Q1	1126.83
median	1271.74
Q3	1402.2
95-th percentile	1418.41
Maximum	1441.49
Range	417.72
Interquartile range (IQR)	275.37

Descriptive statistics

Standard deviation	136.3000728
Coefficient of variation (CV)	0.1080926105
Kurtosis	-1.567224122
Mean	1260.956434
Median Absolute Deviation (MAD)	136.35
Skewness	-0.1917854736
Sum	202205712.8
Variance	18577.70984
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1401.99	41	< 0.1%
1402.89	39	< 0.1%
1408.61	39	< 0.1%
1403.72	39	< 0.1%
1398.67	39	< 0.1%
1406.56	39	< 0.1%
1398.12	38	< 0.1%
1402.96	38	< 0.1%
1403.75	38	< 0.1%
1403.33	38	< 0.1%
Other values (20572)	159971	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1023.77	1	< 0.1%
1024.42	1	< 0.1%
1025.52	1	< 0.1%
1025.75	1	< 0.1%
1025.96	1	< 0.1%
1026.47	1	< 0.1%
1026.53	1	< 0.1%
1026.59	1	< 0.1%
1026.91	1	< 0.1%
1027.39	1	< 0.1%

Value	Count	Frequency (%)
1441.49	1	< 0.1%
1441.16	1	< 0.1%
1440.77	1	< 0.1%
1439.98	1	< 0.1%
1439.48	1	< 0.1%
1439.23	1	< 0.1%
1439.12	1	< 0.1%
1439.09	1	< 0.1%
1438.96	1	< 0.1%
1438.51	1	< 0.1%

P2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.894999408

Minimum	3.91
Maximum	14.62
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	3.91
5-th percentile	3.91
Q1	5.48
median	9.35
Q3	14.62
95-th percentile	14.62
Maximum	14.62
Range	10.71
Interquartile range (IQR)	9.14

Descriptive statistics

Standard deviation	4.265554481
Coefficient of variation (CV)	0.4310818329
Kurtosis	-1.57026665
Mean	9.894999408
Median Absolute Deviation (MAD)	5.27
Skewness	-0.1166639033
Sum	1586752.21
Variance	18.19495503
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
14.62	62633	39.1%
3.91	28853	18.0%
10.52	17320	10.8%
9.35	17213	10.7%
5.48	17199	10.7%
7.05	17141	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.91	28853	18.0%
5.48	17199	10.7%
7.05	17141	10.7%
9.35	17213	10.7%
10.52	17320	10.8%
14.62	62633	39.1%

Value	Count	Frequency (%)
14.62	62633	39.1%
10.52	17320	10.8%
9.35	17213	10.7%
7.05	17141	10.7%
5.48	17199	10.7%
3.91	28853	18.0%

P15
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	56
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.4249353

Minimum	5.67
Maximum	21.61
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	5.67
5-th percentile	5.71
Q1	8
median	13.66
Q3	21.61
95-th percentile	21.61
Maximum	21.61
Range	15.94
Interquartile range (IQR)	13.61

Descriptive statistics

Standard deviation	6.443922376
Coefficient of variation (CV)	0.4467210592
Kurtosis	-1.638001397
Mean	14.4249353
Median Absolute Deviation (MAD)	7.93
Skewness	-0.0742543589
Sum	2313168.2
Variance	41.52413559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.61	45423	28.3%
8	12991	8.1%
5.72	12532	7.8%
5.71	11336	7.1%
9.03	9894	6.2%
15.49	9219	5.7%
13.66	8570	5.3%
21.6	5450	3.4%
13.65	4924	3.1%
15.5	4259	2.7%
Other values (46)	35761	22.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.67	4	< 0.1%
5.68	195	0.1%
5.69	2319	1.4%
5.7	2467	1.5%
5.71	11336	7.1%
5.72	12532	7.8%
7.95	57	< 0.1%
7.96	371	0.2%
7.97	1300	0.8%
7.98	873	0.5%

Value	Count	Frequency (%)
21.61	45423	28.3%
21.6	5450	3.4%
21.59	2659	1.7%
21.58	4028	2.5%
21.57	3880	2.4%
21.56	906	0.6%
21.55	104	0.1%
21.54	32	< 0.1%
21.53	26	< 0.1%
21.52	24	< 0.1%

P30
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	6311
Distinct (%)	3.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	359.7299676

Minimum	136.17
Maximum	570.81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	136.17
5-th percentile	138.37
Q1	175.71
median	341.69
Q3	553.29
95-th percentile	556.26
Maximum	570.81
Range	434.64
Interquartile range (IQR)	377.58

Descriptive statistics

Standard deviation	174.133835
Coefficient of variation (CV)	0.4840681919
Kurtosis	-1.703357546
Mean	359.7299676
Median Absolute Deviation (MAD)	202.86
Skewness	-0.03923754329
Sum	57685937.88
Variance	30322.5925
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
138.61	258	0.2%
553.76	257	0.2%
553.58	255	0.2%
553.9	252	0.2%
553.62	247	0.2%
553.72	247	0.2%
553.54	244	0.2%
553.91	243	0.2%
553.47	239	0.1%
553.56	239	0.1%
Other values (6301)	157878	98.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
136.17	1	< 0.1%
136.31	1	< 0.1%
136.38	1	< 0.1%
136.43	1	< 0.1%
136.45	1	< 0.1%
136.5	1	< 0.1%
136.51	1	< 0.1%
136.54	1	< 0.1%
136.56	1	< 0.1%
136.57	3	< 0.1%

Value	Count	Frequency (%)
570.81	1	< 0.1%
570.49	1	< 0.1%
570.23	1	< 0.1%
570.22	1	< 0.1%
570	1	< 0.1%
569.77	1	< 0.1%
569.74	2	< 0.1%
569.73	1	< 0.1%
569.7	1	< 0.1%
569.69	2	< 0.1%

Nf
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	1163
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2273.829707

Minimum	1914.72
Maximum	2388.64
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1914.72
5-th percentile	1915.36
Q1	2212.12
median	2319.37
Q3	2388.05
95-th percentile	2388.19
Maximum	2388.64
Range	473.92
Interquartile range (IQR)	175.93

Descriptive statistics

Standard deviation	142.4266133
Coefficient of variation (CV)	0.0626373263
Kurtosis	1.459525482
Mean	2273.829707
Median Absolute Deviation (MAD)	68.77
Skewness	-1.513315638
Sum	364629058
Variance	20285.34018
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2388.08	2949	1.8%
2388.09	2944	1.8%
2388.07	2935	1.8%
2388.1	2857	1.8%
2388.06	2841	1.8%
2388.05	2822	1.8%
2388.11	2788	1.7%
2388.04	2688	1.7%
2388.12	2686	1.7%
2388.13	2535	1.6%
Other values (1153)	132314	82.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1914.72	1	< 0.1%
1914.77	1	< 0.1%
1914.78	1	< 0.1%
1914.79	2	< 0.1%
1914.8	2	< 0.1%
1914.82	1	< 0.1%
1914.83	4	< 0.1%
1914.84	1	< 0.1%
1914.85	3	< 0.1%
1914.86	2	< 0.1%

Value	Count	Frequency (%)
2388.64	1	< 0.1%
2388.6	5	< 0.1%
2388.59	9	< 0.1%
2388.58	6	< 0.1%
2388.57	5	< 0.1%
2388.56	21	< 0.1%
2388.55	25	< 0.1%
2388.54	28	< 0.1%
2388.53	44	< 0.1%
2388.52	43	< 0.1%

Nc
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	34161
Distinct (%)	21.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8677.553696

Minimum	7984.51
Maximum	9244.59
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	7984.51
5-th percentile	8011.48
Q1	8334.77
median	8764.2
Q3	9055.85
95-th percentile	9081.91
Maximum	9244.59
Range	1260.08
Interquartile range (IQR)	721.08

Descriptive statistics

Standard deviation	374.6574536
Coefficient of variation (CV)	0.04317546935
Kurtosis	-1.300061206
Mean	8677.553696
Median Absolute Deviation (MAD)	304.12
Skewness	-0.3722038082
Sum	1391523833
Variance	140368.2076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9063.22	37	< 0.1%
9058.88	35	< 0.1%
9057.55	34	< 0.1%
9055.79	33	< 0.1%
9052.98	33	< 0.1%
9056.38	33	< 0.1%
9064.48	33	< 0.1%
9064.79	32	< 0.1%
9057.02	32	< 0.1%
9060.98	32	< 0.1%
Other values (34151)	160025	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7984.51	1	< 0.1%
7984.59	1	< 0.1%
7985.18	1	< 0.1%
7985.56	1	< 0.1%
7986.72	1	< 0.1%
7987.18	1	< 0.1%
7987.93	1	< 0.1%
7988.07	1	< 0.1%
7988.08	1	< 0.1%
7988.35	1	< 0.1%

Value	Count	Frequency (%)
9244.59	1	< 0.1%
9239.76	1	< 0.1%
9234.35	1	< 0.1%
9228.91	1	< 0.1%
9228.53	1	< 0.1%
9228.33	1	< 0.1%
9226.6	1	< 0.1%
9224.87	1	< 0.1%
9224.53	1	< 0.1%
9223.56	1	< 0.1%

epr
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	21
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.153704812

Minimum	0.93
Maximum	1.32
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0.93
5-th percentile	0.94
Q1	1.02
median	1.09
Q3	1.3
95-th percentile	1.3
Maximum	1.32
Range	0.39
Interquartile range (IQR)	0.28

Descriptive statistics

Standard deviation	0.1421029466
Coefficient of variation (CV)	0.123170975
Kurtosis	-1.744087099
Mean	1.153704812
Median Absolute Deviation (MAD)	0.16
Skewness	-0.1343680262
Sum	185006.95
Variance	0.02019324743
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
1.3	58624	36.6%
1.02	38930	24.3%
0.94	16770	10.5%
1.26	16383	10.2%
1.08	12257	7.6%
1.03	4651	2.9%
1.07	4325	2.7%
1.31	3778	2.4%
1.04	1227	0.8%
1.01	794	0.5%
Other values (11)	2620	1.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.93	347	0.2%
0.94	16770	10.5%
0.95	24	< 0.1%
1.01	794	0.5%
1.02	38930	24.3%
1.03	4651	2.9%
1.04	1227	0.8%
1.05	448	0.3%
1.06	2	< 0.1%
1.07	4325	2.7%

Value	Count	Frequency (%)
1.32	215	0.1%
1.31	3778	2.4%
1.3	58624	36.6%
1.29	16	< 0.1%
1.28	5	< 0.1%
1.27	769	0.5%
1.26	16383	10.2%
1.25	163	0.1%
1.1	69	< 0.1%
1.09	562	0.4%

Ps30
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	771
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	44.2120494

Minimum	36.04
Maximum	48.53
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	36.04
5-th percentile	36.71
Q1	42.01
median	44.93
Q3	47.34
95-th percentile	47.83
Maximum	48.53
Range	12.49
Interquartile range (IQR)	5.33

Descriptive statistics

Standard deviation	3.426342183
Coefficient of variation (CV)	0.07749792713
Kurtosis	-0.1772750161
Mean	44.2120494
Median Absolute Deviation (MAD)	2.61
Skewness	-0.8376560865
Sum	7089800.03
Variance	11.73982075
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
47.34	902	0.6%
47.45	878	0.5%
47.38	878	0.5%
47.3	864	0.5%
47.48	853	0.5%
47.36	847	0.5%
47.43	847	0.5%
47.29	843	0.5%
47.37	843	0.5%
47.28	842	0.5%
Other values (761)	151762	94.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
36.04	1	< 0.1%
36.07	1	< 0.1%
36.08	1	< 0.1%
36.1	2	< 0.1%
36.11	2	< 0.1%
36.14	3	< 0.1%
36.15	6	< 0.1%
36.16	5	< 0.1%
36.17	7	< 0.1%
36.18	9	< 0.1%

Value	Count	Frequency (%)
48.53	1	< 0.1%
48.52	1	< 0.1%
48.51	1	< 0.1%
48.48	1	< 0.1%
48.44	2	< 0.1%
48.43	3	< 0.1%
48.41	6	< 0.1%
48.4	6	< 0.1%
48.39	4	< 0.1%
48.38	4	< 0.1%

phi
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5982
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	338.7898206

Minimum	128.31
Maximum	537.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	128.31
5-th percentile	130.35
Q1	164.79
median	321.69
Q3	521.34
95-th percentile	524.05
Maximum	537.49
Range	409.18
Interquartile range (IQR)	356.55

Descriptive statistics

Standard deviation	164.1934804
Coefficient of variation (CV)	0.4846470303
Kurtosis	-1.703998573
Mean	338.7898206
Median Absolute Deviation (MAD)	190.99
Skewness	-0.03864897321
Sum	54327996.84
Variance	26959.49902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
521.69	302	0.2%
130.56	301	0.2%
130.57	299	0.2%
521.46	295	0.2%
130.65	294	0.2%
130.52	288	0.2%
521.42	288	0.2%
521.66	283	0.2%
130.54	283	0.2%
130.59	283	0.2%
Other values (5972)	157443	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
128.31	1	< 0.1%
128.45	1	< 0.1%
128.46	1	< 0.1%
128.54	2	< 0.1%
128.56	1	< 0.1%
128.57	1	< 0.1%
128.58	1	< 0.1%
128.59	2	< 0.1%
128.62	3	< 0.1%
128.71	1	< 0.1%

Value	Count	Frequency (%)
537.49	1	< 0.1%
537.4	1	< 0.1%
537.35	1	< 0.1%
537.3	1	< 0.1%
537.11	1	< 0.1%
537.06	1	< 0.1%
536.82	3	< 0.1%
536.81	2	< 0.1%
536.8	1	< 0.1%
536.78	1	< 0.1%

NRf
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	567
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2349.645243

Minimum	2027.57
Maximum	2390.49
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	2027.57
5-th percentile	2028.25
Q1	2387.97
median	2388.07
Q3	2388.16
95-th percentile	2388.4
Maximum	2390.49
Range	362.92
Interquartile range (IQR)	0.19

Descriptive statistics

Standard deviation	111.1672423
Coefficient of variation (CV)	0.04731235178
Kurtosis	4.475126672
Mean	2349.645243
Median Absolute Deviation (MAD)	0.09
Skewness	-2.544608793
Sum	376786761.5
Variance	12358.15576
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2388.09	5257	3.3%
2388.1	5232	3.3%
2388.07	5205	3.2%
2388.08	5143	3.2%
2388.11	5031	3.1%
2388.06	5028	3.1%
2388.05	4934	3.1%
2388.12	4913	3.1%
2388.04	4656	2.9%
2388.13	4483	2.8%
Other values (557)	110477	68.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2027.57	1	< 0.1%
2027.6	1	< 0.1%
2027.61	2	< 0.1%
2027.64	1	< 0.1%
2027.65	1	< 0.1%
2027.66	1	< 0.1%
2027.67	2	< 0.1%
2027.69	4	< 0.1%
2027.7	2	< 0.1%
2027.71	1	< 0.1%

Value	Count	Frequency (%)
2390.49	1	< 0.1%
2390.48	1	< 0.1%
2390.39	1	< 0.1%
2390.38	1	< 0.1%
2390.32	1	< 0.1%
2390.28	1	< 0.1%
2390.27	1	< 0.1%
2390.24	1	< 0.1%
2390.23	1	< 0.1%
2390.21	1	< 0.1%

NRc
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	20090
Distinct (%)	12.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8088.950972

Minimum	7845.78
Maximum	8293.72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	7845.78
5-th percentile	7875.22
Q1	8070.53
median	8118.59
Q3	8139.41
95-th percentile	8162.051
Maximum	8293.72
Range	447.94
Interquartile range (IQR)	68.88

Descriptive statistics

Standard deviation	80.62325701
Coefficient of variation (CV)	0.009967084395
Kurtosis	2.28395995
Mean	8088.950972
Median Absolute Deviation (MAD)	31.04
Skewness	-1.733426856
Sum	1297136089
Variance	6500.109571
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8140.01	49	< 0.1%
8138.89	48	< 0.1%
8138.76	46	< 0.1%
8140.6	45	< 0.1%
8143.61	44	< 0.1%
8141	43	< 0.1%
8138.31	43	< 0.1%
8135.85	42	< 0.1%
8136.57	42	< 0.1%
8142.44	42	< 0.1%
Other values (20080)	159915	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
7845.78	1	< 0.1%
7848.36	1	< 0.1%
7848.43	1	< 0.1%
7849.26	1	< 0.1%
7849.79	1	< 0.1%
7850.23	1	< 0.1%
7850.96	1	< 0.1%
7851.03	2	< 0.1%
7851.3	1	< 0.1%
7851.8	1	< 0.1%

Value	Count	Frequency (%)
8293.72	1	< 0.1%
8290.55	1	< 0.1%
8290.25	1	< 0.1%
8289.63	1	< 0.1%
8288.26	1	< 0.1%
8282.5	1	< 0.1%
8279.86	1	< 0.1%
8279.79	1	< 0.1%
8278.39	1	< 0.1%
8277.76	1	< 0.1%

BPR
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	13124
Distinct (%)	8.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.054746852

Minimum	8.1563
Maximum	11.0669
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	8.1563
5-th percentile	8.3584
Q1	8.43925
median	9.0301
Q3	9.3442
95-th percentile	10.8963
Maximum	11.0669
Range	2.9106
Interquartile range (IQR)	0.90495

Descriptive statistics

Standard deviation	0.7515810269
Coefficient of variation (CV)	0.08300409047
Kurtosis	1.038994429
Mean	9.054746852
Median Absolute Deviation (MAD)	0.4945
Skewness	1.312525089
Sum	1452010.15
Variance	0.56487404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.4303	75	< 0.1%
8.4468	75	< 0.1%
8.4128	74	< 0.1%
8.4309	72	< 0.1%
8.4136	72	< 0.1%
8.4318	71	< 0.1%
8.4391	71	< 0.1%
8.4382	71	< 0.1%
8.4446	70	< 0.1%
8.4392	70	< 0.1%
Other values (13114)	159638	99.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
8.1563	1	< 0.1%
8.1757	1	< 0.1%
8.1787	1	< 0.1%
8.1793	1	< 0.1%
8.185	1	< 0.1%
8.1889	1	< 0.1%
8.1932	1	< 0.1%
8.1951	1	< 0.1%
8.1961	1	< 0.1%
8.1965	1	< 0.1%

Value	Count	Frequency (%)
11.0669	1	< 0.1%
11.0663	1	< 0.1%
11.0657	1	< 0.1%
11.0645	1	< 0.1%
11.0642	1	< 0.1%
11.0572	1	< 0.1%
11.0547	1	< 0.1%
11.0545	1	< 0.1%
11.0537	2	< 0.1%
11.0534	1	< 0.1%

farB
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

0.03	83152
0.02	77207

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.02
2nd row	0.02
3rd row	0.02
4th row	0.02
5th row	0.02

Common Values

Value	Count	Frequency (%)
0.03	83152	51.9%
0.02	77207	48.1%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
0.03	83152	51.9%
0.02	77207	48.1%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

htBleed
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	58
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	360.6988008

Minimum	302
Maximum	400
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	302
5-th percentile	307
Q1	332
median	367
Q3	392
95-th percentile	395
Maximum	400
Range	98
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	31.02143012
Coefficient of variation (CV)	0.08600369629
Kurtosis	-1.362355909
Mean	360.6988008
Median Absolute Deviation (MAD)	27
Skewness	-0.342815659
Sum	57841299
Variance	962.3291266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
393	14527	9.1%
392	14431	9.0%
394	10281	6.4%
391	8820	5.5%
331	7931	4.9%
330	7103	4.4%
332	6879	4.3%
333	6495	4.1%
395	5973	3.7%
334	5580	3.5%
Other values (48)	72339	45.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
302	3	< 0.1%
303	38	< 0.1%
304	378	0.2%
305	1694	1.1%
306	3868	2.4%
307	4877	3.0%
308	3697	2.3%
309	1849	1.2%
310	608	0.4%
311	122	0.1%

Value	Count	Frequency (%)
400	1	< 0.1%
399	20	< 0.1%
398	209	0.1%
397	1158	0.7%
396	3117	1.9%
395	5973	3.7%
394	10281	6.4%
393	14527	9.1%
392	14431	9.0%
391	8820	5.5%

Nf_dmd
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2273.754039

Minimum	1915
Maximum	2388
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	1915
5-th percentile	1915
Q1	2212
median	2319
Q3	2388
95-th percentile	2388
Maximum	2388
Range	473
Interquartile range (IQR)	176

Descriptive statistics

Standard deviation	142.5131144
Coefficient of variation (CV)	0.06267745407
Kurtosis	1.464774864
Mean	2273.754039
Median Absolute Deviation (MAD)	69
Skewness	-1.515307281
Sum	364616924
Variance	20309.98777
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
2388	62633	39.1%
2212	28853	18.0%
2319	17320	10.8%
2324	17213	10.7%
2223	17199	10.7%
1915	17141	10.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1915	17141	10.7%
2212	28853	18.0%
2223	17199	10.7%
2319	17320	10.8%
2324	17213	10.7%
2388	62633	39.1%

Value	Count	Frequency (%)
2388	62633	39.1%
2324	17213	10.7%
2319	17320	10.8%
2223	17199	10.7%
2212	28853	18.0%
1915	17141	10.7%

PCNfR_dmd
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.2 MiB

100.0	143218
84.93	17141

Length

Max length	5
Median length	5
Mean length	5
Min length	5

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100.0
2nd row	100.0
3rd row	100.0
4th row	100.0
5th row	84.93

Common Values

Value	Count	Frequency (%)
100.0	143218	89.3%
84.93	17141	10.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
100.0	143218	89.3%
84.93	17141	10.7%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

W31
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	676
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.94270855

Minimum	10.16
Maximum	39.89
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	10.16
5-th percentile	10.54
Q1	14.33
median	24.92
Q3	38.82
95-th percentile	39.16
Maximum	39.89
Range	29.73
Interquartile range (IQR)	24.49

Descriptive statistics

Standard deviation	11.69142189
Coefficient of variation (CV)	0.4506631168
Kurtosis	-1.682443318
Mean	25.94270855
Median Absolute Deviation (MAD)	13.78
Skewness	-0.06933399254
Sum	4160146.8
Variance	136.6893459
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.92	1187	0.7%
38.86	1176	0.7%
38.89	1163	0.7%
38.95	1157	0.7%
38.91	1146	0.7%
38.88	1146	0.7%
38.87	1144	0.7%
38.9	1139	0.7%
38.83	1135	0.7%
38.97	1132	0.7%
Other values (666)	148834	92.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10.16	1	< 0.1%
10.18	2	< 0.1%
10.19	2	< 0.1%
10.2	1	< 0.1%
10.21	2	< 0.1%
10.22	3	< 0.1%
10.23	6	< 0.1%
10.24	4	< 0.1%
10.25	1	< 0.1%
10.26	7	< 0.1%

Value	Count	Frequency (%)
39.89	2	< 0.1%
39.85	1	< 0.1%
39.84	2	< 0.1%
39.82	4	< 0.1%
39.81	2	< 0.1%
39.8	2	< 0.1%
39.79	5	< 0.1%
39.78	8	< 0.1%
39.77	2	< 0.1%
39.76	11	< 0.1%

W32
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	26659
Distinct (%)	16.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.56570042

Minimum	6.0105
Maximum	23.9505
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	6.0105
5-th percentile	6.3217
Q1	8.6013
median	14.9535
Q3	23.2946
95-th percentile	23.4957
Maximum	23.9505
Range	17.94
Interquartile range (IQR)	14.6933

Descriptive statistics

Standard deviation	7.015066959
Coefficient of variation (CV)	0.4506746736
Kurtosis	-1.682372314
Mean	15.56570042
Median Absolute Deviation (MAD)	8.268
Skewness	-0.06936640449
Sum	2496100.154
Variance	49.21116443
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.3664	35	< 0.1%
23.3006	34	< 0.1%
23.3222	33	< 0.1%
23.4109	33	< 0.1%
23.3154	32	< 0.1%
23.3923	32	< 0.1%
23.3304	31	< 0.1%
23.3434	31	< 0.1%
23.272	31	< 0.1%
23.3247	31	< 0.1%
Other values (26649)	160036	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
6.0105	1	< 0.1%
6.0804	1	< 0.1%
6.0843	1	< 0.1%
6.0918	1	< 0.1%
6.1008	1	< 0.1%
6.1185	1	< 0.1%
6.129	1	< 0.1%
6.1376	1	< 0.1%
6.1408	1	< 0.1%
6.1427	1	< 0.1%

Value	Count	Frequency (%)
23.9505	1	< 0.1%
23.9159	1	< 0.1%
23.9154	1	< 0.1%
23.9075	1	< 0.1%
23.9022	1	< 0.1%
23.8974	1	< 0.1%
23.8971	1	< 0.1%
23.894	1	< 0.1%
23.8881	2	< 0.1%
23.8879	1	< 0.1%

failure
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	214
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	245.6626756

Minimum	128
Maximum	543
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	128
5-th percentile	154
Q1	191
median	226
Q3	285
95-th percentile	392
Maximum	543
Range	415
Interquartile range (IQR)	94

Descriptive statistics

Standard deviation	76.47537933
Coefficient of variation (CV)	0.3113023952
Kurtosis	1.506209068
Mean	245.6626756
Median Absolute Deviation (MAD)	43
Skewness	1.204509773
Sum	39394221
Variance	5848.483644
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
194	2522	1.6%
202	2424	1.5%
184	2392	1.5%
193	2123	1.3%
297	2079	1.3%
170	2040	1.3%
205	1845	1.2%
200	1800	1.1%
199	1791	1.1%
344	1720	1.1%
Other values (204)	139623	87.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
128	384	0.2%
129	129	0.1%
131	131	0.1%
133	133	0.1%
134	134	0.1%
135	270	0.2%
136	136	0.1%
137	274	0.2%
139	139	0.1%
140	140	0.1%

Value	Count	Frequency (%)
543	543	0.3%
525	525	0.3%
494	494	0.3%
491	491	0.3%
489	489	0.3%
481	481	0.3%
459	459	0.3%
457	457	0.3%
447	447	0.3%
446	446	0.3%

RUL
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	543
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	122.3313378

Minimum	0
Maximum	542
Zeros	709
Zeros (%)	0.4%
Negative	0
Negative (%)	0.0%
Memory size	1.2 MiB

Quantile statistics

Minimum	0
5-th percentile	11
Q1	56
median	113
Q3	172
95-th percentile	275
Maximum	542
Range	542
Interquartile range (IQR)	116

Descriptive statistics

Standard deviation	83.53814553
Coefficient of variation (CV)	0.6828842636
Kurtosis	0.8325328473
Mean	122.3313378
Median Absolute Deviation (MAD)	58
Skewness	0.8471574213
Sum	19616931
Variance	6978.621759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
49	709	0.4%
81	709	0.4%
94	709	0.4%
93	709	0.4%
92	709	0.4%
91	709	0.4%
90	709	0.4%
89	709	0.4%
88	709	0.4%
87	709	0.4%
Other values (533)	153269	95.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	709	0.4%
1	709	0.4%
2	709	0.4%
3	709	0.4%
4	709	0.4%
5	709	0.4%
6	709	0.4%
7	709	0.4%
8	709	0.4%
9	709	0.4%

Value	Count	Frequency (%)
542	1	< 0.1%
541	1	< 0.1%
540	1	< 0.1%
539	1	< 0.1%
538	1	< 0.1%
537	1	< 0.1%
536	1	< 0.1%
535	1	< 0.1%
534	1	< 0.1%
533	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	Unnamed: 0	Unnamed: 0.1	unit_ID	cycles	setting_1	setting_2	setting_3	T2	T24	T30	T50	P2	P15	P30	Nf	Nc	epr	Ps30	phi	NRf	NRc	BPR	farB	htBleed	Nf_dmd	PCNfR_dmd	W31	W32	failure	RUL
0	0	0	1	1	42.0049	0.8400	100.0	445.00	549.68	1343.43	1112.93	3.91	5.70	137.36	2211.86	8311.32	1.01	41.69	129.78	2387.99	8074.83	9.3335	0.02	330	2212	100.00	10.62	6.3670	321	320
1	1	1	1	2	20.0020	0.7002	100.0	491.19	606.07	1477.61	1237.50	9.35	13.61	332.10	2323.66	8713.60	1.07	43.94	312.59	2387.73	8046.13	9.1913	0.02	361	2324	100.00	24.37	14.6552	321	319
2	2	2	1	3	42.0038	0.8409	100.0	445.00	548.95	1343.12	1117.05	3.91	5.69	138.18	2211.92	8306.69	1.01	41.66	129.62	2387.97	8066.62	9.4007	0.02	329	2212	100.00	10.48	6.4213	321	318
3	3	3	1	4	42.0000	0.8400	100.0	445.00	548.70	1341.24	1118.03	3.91	5.70	137.98	2211.88	8312.35	1.02	41.68	129.80	2388.02	8076.05	9.3369	0.02	328	2212	100.00	10.54	6.4176	321	317
4	4	4	1	5	25.0063	0.6207	60.0	462.54	536.10	1255.23	1033.59	7.05	9.00	174.82	1915.22	7994.94	0.93	36.48	164.11	2028.08	7865.80	10.8366	0.02	305	1915	84.93	14.03	8.6754	321	316
5	5	5	1	6	34.9996	0.8400	100.0	449.44	554.77	1352.87	1117.01	5.48	7.97	193.82	2222.77	8340.00	1.02	41.44	181.90	2387.87	8054.10	9.3346	0.02	330	2223	100.00	14.91	8.9057	321	315
6	6	6	1	7	0.0019	0.0001	100.0	518.67	641.83	1583.47	1393.89	14.62	21.58	552.45	2387.92	9050.50	1.30	46.94	520.48	2387.89	8127.92	8.3960	0.03	391	2388	100.00	38.93	23.4578	321	314
7	7	7	1	8	41.9981	0.8400	100.0	445.00	549.05	1344.16	1110.77	3.91	5.69	137.13	2211.92	8307.28	1.01	41.60	129.65	2387.97	8075.99	9.3679	0.02	329	2212	100.00	10.55	6.2787	321	313
8	8	8	1	9	42.0016	0.8400	100.0	445.00	549.55	1342.85	1101.67	3.91	5.70	138.02	2211.90	8307.81	1.02	41.44	129.65	2388.00	8071.13	9.3384	0.02	328	2212	100.00	10.63	6.3055	321	312
9	9	9	1	10	25.0019	0.6217	60.0	462.54	536.35	1251.91	1041.37	7.05	9.01	174.70	1915.23	8005.83	0.94	36.24	164.08	2028.13	7869.41	10.9141	0.02	305	1915	84.93	14.34	8.6119	321	311

Last rows

	Unnamed: 0	Unnamed: 0.1	unit_ID	cycles	setting_1	setting_2	setting_3	T2	T24	T30	T50	P2	P15	P30	Nf	Nc	epr	Ps30	phi	NRf	NRc	BPR	farB	htBleed	Nf_dmd	PCNfR_dmd	W31	W32	failure	RUL
160349	160349	53749	260	307	0.0001	0.0000	100.0	518.67	643.23	1598.43	1428.33	14.62	21.61	551.75	2388.12	9186.00	1.30	48.12	519.87	2388.09	8237.52	8.5246	0.03	395	2388	100.00	38.82	23.1135	316	9
160350	160350	53750	260	308	25.0064	0.6200	60.0	462.54	537.00	1265.57	1062.83	7.05	9.03	175.85	1917.16	8105.08	0.94	37.22	164.21	2030.10	7961.47	11.0645	0.02	309	1915	84.93	14.28	8.4947	316	8
160351	160351	53751	260	309	42.0076	0.8415	100.0	445.00	550.75	1372.11	1144.78	3.91	5.72	139.48	2213.75	8437.70	1.03	42.72	130.80	2389.94	8191.45	9.3880	0.02	334	2212	100.00	10.59	6.3241	316	7
160352	160352	53752	260	310	10.0008	0.2513	100.0	489.05	605.35	1519.89	1329.37	10.52	15.50	392.55	2319.17	8902.52	1.26	46.02	370.98	2388.43	8240.41	8.7352	0.03	373	2319	100.00	28.36	16.9443	316	6
160353	160353	53753	260	311	0.0015	0.0010	100.0	518.67	644.15	1604.81	1427.53	14.62	21.61	552.02	2388.13	9184.23	1.30	48.14	520.58	2388.14	8246.20	8.5303	0.03	396	2388	100.00	38.46	23.1252	316	5
160354	160354	53754	260	312	20.0037	0.7000	100.0	491.19	608.79	1495.60	1269.51	9.35	13.66	334.00	2324.92	8852.27	1.07	44.72	314.05	2389.02	8169.64	9.3035	0.03	369	2324	100.00	24.36	14.5189	316	4
160355	160355	53755	260	313	10.0022	0.2510	100.0	489.05	605.81	1514.32	1324.12	10.52	15.50	392.46	2319.17	8915.86	1.26	46.08	371.22	2388.42	8245.36	8.7586	0.03	374	2319	100.00	28.10	16.9454	316	3
160356	160356	53756	260	314	25.0041	0.6200	60.0	462.54	537.48	1276.24	1057.92	7.05	9.04	175.11	1917.37	8114.33	0.94	37.14	163.74	2030.33	7971.25	11.0657	0.02	310	1915	84.93	14.19	8.5503	316	2
160357	160357	53757	260	315	25.0033	0.6220	60.0	462.54	537.84	1272.95	1066.30	7.05	9.04	174.81	1917.36	8112.63	0.94	37.32	164.37	2030.35	7972.47	11.0537	0.02	311	1915	84.93	14.05	8.3729	316	1
160358	160358	53758	260	316	35.0036	0.8400	100.0	449.44	556.64	1374.61	1145.52	5.48	8.01	194.33	2225.12	8478.44	1.02	42.50	183.09	2390.38	8185.35	9.3998	0.02	338	2223	100.00	14.75	8.8446	316	0

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows